Membership Inference Attack on T-to-I
0.8924AUCNoise as a Probe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Noise as a ProbeAttack category=End-to-end attack2026.01 | 0.8924 | 21.6 | — | |
| SecMIAttack category=Intermediate result attack2026.01 | 0.8826 | 26.66 | — | |
| PIAAttack category=Intermediate result attack2026.01 | 0.848 | 11.78 | — | |
| Feature-CAttack category=End-to-end attack2026.01 | 0.8377 | 17.4 | — | |
| NA-PAttack category=End-to-end attack2026.01 | 0.7077 | 6.6 | — | |
| Feature-TAttack category=End-to-end attack2026.01 | 0.704 | 7 | — | |
| Feature-DAttack category=End-to-end attack2026.01 | 0.65 | 6 | — | |
| GDAttack category=End-to-end attack2026.01 | 0.5967 | 5.2 | — | |
| Feature-C2026.01 | — | — | 77.42 | |
| Feature-D2026.01 | — | — | 62 | |
| Feature-T2026.01 | — | — | 66.79 | |
| GD2026.01 | — | — | 57.91 | |
| NA-P2026.01 | — | — | 67.47 | |
| Ours2026.01 | — | — | 81.3 | |
| PIA2026.01 | — | — | 77.49 | |
| SecMI2026.01 | — | — | 81.1 |